Ogimaawabiitong Kenora Chiefs Advisory (KCA) Youth and Family Wellness Camp plant biodiversity project
Bibliographic record
Abstract
Kenora Chiefs Advisory (KCA) provides social, health, and educational services to the associated First Nations communities that improve their expertise and well-being. As a project of KCA, the Ogimaawabiitong Kenora Chiefs Advisory Youth and Family Wellness Camp opened in July 2021. In addition to serving as a cultural hub for the surrounding communities, this 326-acre site in Kenora, Ontario, is home to a variety of local plant species of Northwestern Ontario. Understanding the potential of the Camp's vegetation to provide future educational and recreational opportunities for youths and Elders, the Ogimaawabiitong KCA Youth and Family Wellness Camp Plant Biodiversity Project was started as a knowledge-sharing initiative in collaboration with the Camp. The main objective of this project was to survey and list the plant diversity of the KCA Youth and Family Wellness Camp. To accomplish this objective of listing the observed plant biodiversity, deliverables were developed that included a list of all the observed plants at the selected stands and patches, including their GPS coordinate points, a summary report of the habitat, common characteristics, indigenous and modern uses of the observed plants, a map of the selected patches and a booklet that summarized all these information. As this project was intended for learning purposes, the deliverables have provided KCA staff with resources to develop other products and services relevant to the programming they deliver at the Camp. The strategy of inquiry applied to this project was a qualitative strategy named ethnography, and the methodologies to produce the deliverables were observation and document review/analysis. This practicum document contains the deliverables and a critical reflection on the project, explaining what I learned from implementing it. An appendix containing the Integrated Project Plan, which served as a guide for project execution, is also included.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.045 | 0.004 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".